White shark (Carcharodon carcharias), Thinned satellite data (PSAT and SPOT), 1:2 observation:pseudo-absence ratio, Cropped to 750 m isobath, non-seal (sst, tbtm, log depth, sbtm, seals, vel_mag, xbtm, evaluated using true skill staistic (tss) and area under the receiver operator curve (roc_auc)
Nowcast and Forecast Maps
Random Forest Nowcast and Forecast
Boosted Trees Nowcast and Forecast
Maxnet Trees Nowcast and Forecast
GAM Nowcast and Forecast
GLM Nowcast and Forecast
Metrics
| model_type | roc_auc | tss_max |
|---|---|---|
| rf | 0.9910987 | 0.9325243 |
| bt | 0.7563568 | 0.3780427 |
| maxnet | 0.7211662 | 0.3554911 |
| gam | 0.7498508 | 0.3941867 |
| glm | 0.6691545 | 0.3131443 |
Variable Importance
